Journal of Earth and Marine Technology (JEMT)
Vol 3, No 2 (2023)

Surabaya land cover prediction based on Landsat Satellite using the Multi-layer Perceptron Method

Shanas Septy Prayuda (Juanda Meteorological Station, Sidoarjo, Indonesia)
Maritha Nilam Kusuma (Institut Teknologi Adhi Tama Surabaya)

Article Info

Publish Date
20 May 2023

Abstract

Infrastructure development has occurred very rapidly in Surabaya in the last few decades. There is pressure on the need for land use in line with the increase in population. This study aims to analyze changes in land cover with inter-decade analysis and predict land cover in 2021-2030 in Surabaya using the Multi-Layer Perceptron method. The data used in this research is Landsat satellite which is considered good in representing the actual land cover. A decrease in the amount of vegetation occurs every decade in Surabaya, while the number of buildings is increasing and the bodies of water are relatively the same. The Multi-Layer Perceptron method has a good level of accuracy in predicting land cover in the city of Surabaya. In 2021-2030 it is predicted that Surabaya will still experience an increase in the number of buildings and a decrease in the amount of vegetation.

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Journal Info
Journal of Earth and Marine Technology (JEMT)
Website

Abbrev

jemt

Publisher

Institut Teknologi Adhi Tama Surabaya

Subject

Civil Engineering, Building, Construction & Architecture Earth & Planetary Sciences Energy Physics Transportation

Description

Earth Science and planetary, Geology, Geochemistry, Geophysics, Geodesy, Geomatics, Geotech, Rock mechanics, Mining engineering, Natural Disaster, Land and ocean development, Natural resources, Environmental science, Social impact of mining and marine activity, Science and technology in mapping and ...